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  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import keras\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM\n",
    "from keras.layers import Dropout\n",
    "import pandas as pd \n",
    "import pandas_datareader.data as web\n",
    "import datetime\n",
    "import numpy as np \n",
    "from matplotlib import style\n",
    "\n",
    "# ignore warnings \n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the stock data using yahoo API:\n",
    "style.use('ggplot')\n",
    "\n",
    "# get 2014-2018 data to train our model\n",
    "start = datetime.datetime(2014,1,1)\n",
    "end = datetime.datetime(2018,12,30)\n",
    "df = web.DataReader(\"TSLA\", 'yahoo', start, end) \n",
    "\n",
    "# get 2019 data to test our model on \n",
    "start = datetime.datetime(2019,1,1)\n",
    "end = datetime.date.today()\n",
    "test_df = web.DataReader(\"TSLA\", 'yahoo', start, end) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                 High        Low       Open      Close    Volume  Adj Close\n",
       "Date                                                                       \n",
       "2018-12-21  64.694000  62.487999  63.480000  63.953999  40084000  63.953999\n",
       "2018-12-24  62.900002  59.040001  62.700001  59.077999  27799500  59.077999\n",
       "2018-12-26  65.393997  58.818001  60.000000  65.218002  40815500  65.218002\n",
       "2018-12-27  64.433998  60.299999  63.967999  63.226002  42875500  63.226002\n",
       "2018-12-28  67.248001  63.681999  64.620003  66.774002  49695000  66.774002"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>High</th>\n      <th>Low</th>\n      <th>Open</th>\n      <th>Close</th>\n      <th>Volume</th>\n      <th>Adj Close</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2018-12-21</th>\n      <td>64.694000</td>\n      <td>62.487999</td>\n      <td>63.480000</td>\n      <td>63.953999</td>\n      <td>40084000</td>\n      <td>63.953999</td>\n    </tr>\n    <tr>\n      <th>2018-12-24</th>\n      <td>62.900002</td>\n      <td>59.040001</td>\n      <td>62.700001</td>\n      <td>59.077999</td>\n      <td>27799500</td>\n      <td>59.077999</td>\n    </tr>\n    <tr>\n      <th>2018-12-26</th>\n      <td>65.393997</td>\n      <td>58.818001</td>\n      <td>60.000000</td>\n      <td>65.218002</td>\n      <td>40815500</td>\n      <td>65.218002</td>\n    </tr>\n    <tr>\n      <th>2018-12-27</th>\n      <td>64.433998</td>\n      <td>60.299999</td>\n      <td>63.967999</td>\n      <td>63.226002</td>\n      <td>42875500</td>\n      <td>63.226002</td>\n    </tr>\n    <tr>\n      <th>2018-12-28</th>\n      <td>67.248001</td>\n      <td>63.681999</td>\n      <td>64.620003</td>\n      <td>66.774002</td>\n      <td>49695000</td>\n      <td>66.774002</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "# sort by date\n",
    "df = df.sort_values('Date')\n",
    "test_df = test_df.sort_values('Date')\n",
    "\n",
    "# fix the date \n",
    "df.reset_index(inplace=True)\n",
    "df.set_index(\"Date\", inplace=True)\n",
    "test_df.reset_index(inplace=True)\n",
    "test_df.set_index(\"Date\", inplace=True)\n",
    "\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15bee8640>"
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     },
     "metadata": {},
     "execution_count": 5
    },
    {
     "output_type": "display_data",
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135.001568 \nL 257.498702 161.917916 \nL 257.832984 158.700135 \nL 258.167266 157.363002 \nL 259.170111 154.090875 \nL 259.504393 150.296921 \nL 259.838675 153.025532 \nL 260.172957 149.177232 \nL 260.507239 140.502249 \nL 261.510084 132.240362 \nL 261.844366 149.079385 \nL 262.178648 147.88358 \nL 262.51293 148.611945 \nL 262.847212 150.557824 \nL 263.850057 164.037739 \nL 264.184339 151.199208 \nL 264.518621 152.286302 \nL 264.852903 149.057635 \nL 265.187185 149.753384 \nL 266.190031 156.44985 \nL 266.524312 149.612057 \nL 266.858594 145.426758 \nL 267.192876 171.516915 \nL 267.527158 175.452197 \nL 268.530004 176.941501 \nL 268.864285 181.039839 \nL 269.198567 180.170168 \nL 269.532849 175.452197 \nL 269.867131 174.756447 \nL 270.869977 161.885301 \nL 271.204258 155.656275 \nL 271.53854 161.602667 \nL 272.207104 188.214632 \nL 273.20995 201.151009 \nL 273.544232 199.889973 \nL 273.878513 194.66108 \nL 274.212795 174.93039 \nL 274.547077 168.962268 \nL 275.549923 168.331749 \nL 275.884205 179.670091 \nL 276.218486 169.821074 \nL 276.552768 172.125704 \nL 276.88705 176.082694 \nL 278.224178 169.299267 \nL 278.558459 168.494806 \nL 278.892741 168.962268 \nL 279.227023 167.048983 \nL 280.229869 163.842066 \nL 280.564151 163.428971 \nL 280.898432 153.993029 \nL 281.232714 154.188701 \nL 281.566996 155.764987 \nL 282.569842 151.873206 \nL 282.904124 155.417122 \nL 283.238406 155.28666 \nL 283.572687 153.047262 \nL 283.906969 159.798094 \nL 284.909815 169.016613 \nL 285.244097 170.951628 \nL 285.578379 169.049229 \nL 285.91266 178.311228 \nL 286.246942 169.951515 \nL 287.249788 171.495185 \nL 287.58407 176.593636 \nL 287.918352 186.921 \nL 288.586915 199.172493 \nL 289.589761 204.72752 \nL 289.924043 200.737914 \nL 290.258325 203.314312 \nL 290.926888 192.302084 \nL 291.929734 191.117164 \nL 292.264016 207.499611 \nL 292.598298 210.695642 \nL 292.93258 208.923684 \nL 293.266861 211.782736 \nL 294.269707 205.075405 \nL 294.603989 210.413009 \nL 294.938271 207.575707 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188.432055 \nL 315.329464 190.193127 \nL 315.663746 181.235511 \nL 315.998028 180.257129 \nL 316.33231 178.169922 \nL 317.669437 196.215615 \nL 318.003719 196.193865 \nL 319.006565 209.706395 \nL 320.00941 213.130734 \nL 320.343692 210.826104 \nL 320.677974 221.32739 \nL 321.012256 214.946173 \nL 321.346538 216.239804 \nL 322.683665 216.533323 \nL 323.017947 223.077597 \nL 323.352229 221.697005 \nL 323.686511 218.892319 \nL 324.689357 225.59965 \nL 325.023638 228.66524 \nL 325.35792 234.633383 \nL 326.026484 231.230773 \nL 327.02933 224.990882 \nL 327.363611 240.384082 \nL 327.697893 250.494023 \nL 328.032175 248.482891 \nL 328.366457 262.321555 \nL 329.369303 278.203946 \nL 329.703585 277.921302 \nL 330.037866 282.900177 \nL 330.372148 275.507961 \nL 330.70643 274.888318 \nL 332.043558 270.398635 \nL 332.377839 255.71205 \nL 332.712121 257.788392 \nL 333.046403 257.994929 \nL 334.049249 245.863013 \nL 334.383531 246.439165 \nL 334.717812 244.493285 \nL 335.052094 235.329111 \nL 335.386376 232.165675 \nL 336.389222 230.437198 \nL 336.723504 236.503166 \nL 337.057785 234.339864 \nL 337.726349 220.533815 \nL 338.729195 215.91369 \nL 339.063477 218.837953 \nL 339.397759 212.184967 \nL 339.73204 216.033267 \nL 341.069168 205.194982 \nL 341.737732 197.824496 \nL 342.072013 192.986948 \nL 342.406295 186.073059 \nL 343.409141 180.00709 \nL 343.743423 184.442428 \nL 344.077705 197.117902 \nL 344.411986 191.497644 \nL 345.749114 188.769054 \nL 346.083396 188.91036 \nL 346.417678 192.432547 \nL 346.75196 189.301726 \nL 347.086241 180.800665 \nL 348.089087 170.582034 \nL 348.757651 150.546959 \nL 349.426214 167.23379 \nL 350.42906 167.396847 \nL 350.763342 169.679747 \nL 351.097624 162.385378 \nL 351.431906 165.28789 \nL 351.766187 162.407108 \nL 352.769033 163.091971 \nL 353.103315 170.168938 \nL 353.437597 167.342502 \nL 353.771879 169.168805 \nL 354.106161 163.233298 \nL 355.109006 165.331391 \nL 355.443288 163.244163 \nL 355.77757 165.711871 \nL 356.111852 169.799323 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210.586952 \nL 377.171609 208.314917 \nL 377.505891 203.727408 \nL 378.843018 206.466863 \nL 379.1773 205.966806 \nL 379.511582 204.336175 \nL 379.845864 203.423024 \nL 380.84871 194.726291 \nL 381.182991 194.867618 \nL 381.517273 197.172247 \nL 382.185837 199.487742 \nL 383.188683 193.128275 \nL 383.522964 194.204505 \nL 383.857246 190.83451 \nL 384.191528 199.379051 \nL 384.52581 197.454902 \nL 385.528656 189.040823 \nL 385.862938 189.584359 \nL 386.197219 190.693183 \nL 386.531501 188.388554 \nL 386.865783 183.844525 \nL 387.868629 189.040823 \nL 388.202911 192.095547 \nL 388.537192 193.628332 \nL 388.871474 188.388554 \nL 389.205756 189.019072 \nL 390.208602 193.226122 \nL 390.542884 190.0518 \nL 390.877165 193.780523 \nL 391.211447 194.584984 \nL 391.545729 193.824004 \nL 392.548575 193.845755 \nL 392.882857 195.998192 \nL 393.217138 196.400423 \nL 393.55142 196.106904 \nL 393.885702 194.487138 \nL 394.888548 196.737422 \nL 395.22283 194.66108 \nL 395.891393 198.878974 \nL 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Visualize the training stock data:\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize = (12,6))\n",
    "plt.plot(df[\"Adj Close\"])\n",
    "plt.xlabel('Date',fontsize=15)\n",
    "plt.ylabel('Adjusted Close Price',fontsize=15)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# Rolling mean\n",
    "close_px = df['Adj Close']\n",
    "mavg = close_px.rolling(window=100).mean()\n",
    "\n",
    "plt.figure(figsize = (12,6))\n",
    "close_px.plot(label='TSLA')\n",
    "mavg.plot(label='mavg')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Price')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "          Date       High        Low       Open      Close    Volume  \\\n",
       "1252  737049.0  64.694000  62.487999  63.480000  63.953999  40084000   \n",
       "1253  737052.0  62.900002  59.040001  62.700001  59.077999  27799500   \n",
       "1254  737054.0  65.393997  58.818001  60.000000  65.218002  40815500   \n",
       "1255  737055.0  64.433998  60.299999  63.967999  63.226002  42875500   \n",
       "1256  737056.0  67.248001  63.681999  64.620003  66.774002  49695000   \n",
       "\n",
       "      Adj Close  \n",
       "1252  63.953999  \n",
       "1253  59.077999  \n",
       "1254  65.218002  \n",
       "1255  63.226002  \n",
       "1256  66.774002  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Date</th>\n      <th>High</th>\n      <th>Low</th>\n      <th>Open</th>\n      <th>Close</th>\n      <th>Volume</th>\n      <th>Adj Close</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1252</th>\n      <td>737049.0</td>\n      <td>64.694000</td>\n      <td>62.487999</td>\n      <td>63.480000</td>\n      <td>63.953999</td>\n      <td>40084000</td>\n      <td>63.953999</td>\n    </tr>\n    <tr>\n      <th>1253</th>\n      <td>737052.0</td>\n      <td>62.900002</td>\n      <td>59.040001</td>\n      <td>62.700001</td>\n      <td>59.077999</td>\n      <td>27799500</td>\n      <td>59.077999</td>\n    </tr>\n    <tr>\n      <th>1254</th>\n      <td>737054.0</td>\n      <td>65.393997</td>\n      <td>58.818001</td>\n      <td>60.000000</td>\n      <td>65.218002</td>\n      <td>40815500</td>\n      <td>65.218002</td>\n    </tr>\n    <tr>\n      <th>1255</th>\n      <td>737055.0</td>\n      <td>64.433998</td>\n      <td>60.299999</td>\n      <td>63.967999</td>\n      <td>63.226002</td>\n      <td>42875500</td>\n      <td>63.226002</td>\n    </tr>\n    <tr>\n      <th>1256</th>\n      <td>737056.0</td>\n      <td>67.248001</td>\n      <td>63.681999</td>\n      <td>64.620003</td>\n      <td>66.774002</td>\n      <td>49695000</td>\n      <td>66.774002</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "import matplotlib.dates as mdates\n",
    "\n",
    "# change the dates into ints for training \n",
    "dates_df = df.copy()\n",
    "dates_df = dates_df.reset_index()\n",
    "\n",
    "# Store the original dates for plotting the predicitons\n",
    "org_dates = dates_df['Date']\n",
    "\n",
    "# convert to ints\n",
    "dates_df['Date'] = dates_df['Date'].map(mdates.date2num)\n",
    "\n",
    "dates_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use sklearn support vector regression to predicit our data:\n",
    "from sklearn.svm import SVR\n",
    "\n",
    "dates = dates_df['Date'].to_numpy()\n",
    "prices = df['Adj Close'].to_numpy()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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236.773227 200.901325 \nL 237.107508 201.130665 \nL 238.110354 197.654534 \nL 238.444636 191.317819 \nL 238.778918 193.200725 \nL 239.1132 192.090306 \nL 239.447481 186.369163 \nL 240.450327 186.477802 \nL 240.784609 188.421047 \nL 241.118891 191.788563 \nL 241.453173 190.255676 \nL 241.787455 187.708923 \nL 243.458864 188.071028 \nL 243.793146 183.218924 \nL 244.127428 184.003474 \nL 245.130273 185.632913 \nL 245.464555 186.960609 \nL 245.798837 186.188122 \nL 246.133119 189.893594 \nL 246.467401 186.007081 \nL 247.470246 177.377103 \nL 247.804528 177.727122 \nL 248.13881 184.124176 \nL 248.473092 183.2672 \nL 248.807374 184.136239 \nL 249.810219 184.510407 \nL 250.144501 181.203254 \nL 250.478783 172.404298 \nL 250.813065 170.617967 \nL 251.147347 169.86963 \nL 252.150192 173.152634 \nL 252.484474 163.641554 \nL 252.818756 166.659029 \nL 253.153038 162.289732 \nL 254.490165 170.461053 \nL 254.824447 162.92943 \nL 255.158729 161.855201 \nL 255.493011 148.735224 \nL 256.830138 149.097329 \nL 257.498702 178.982392 \nL 257.832984 175.409709 \nL 258.167266 173.925098 \nL 259.170111 170.292075 \nL 259.504393 166.079669 \nL 259.838675 169.10923 \nL 260.172957 164.836485 \nL 260.507239 155.204703 \nL 261.510084 146.031579 \nL 261.844366 164.727847 \nL 262.178648 163.400151 \nL 262.51293 164.20885 \nL 262.847212 166.369349 \nL 263.850057 181.336019 \nL 264.184339 167.081473 \nL 264.518621 168.288467 \nL 264.852903 164.703697 \nL 265.187185 165.476184 \nL 266.190031 172.911231 \nL 266.524312 165.319269 \nL 266.858594 160.672356 \nL 267.192876 189.640104 \nL 267.527158 194.009424 \nL 268.530004 195.66299 \nL 268.864285 200.213351 \nL 269.198567 199.24776 \nL 269.532849 194.009424 \nL 269.867131 193.236938 \nL 270.869977 178.94618 \nL 271.204258 172.030129 \nL 271.53854 178.632373 \nL 272.207104 208.179481 \nL 273.20995 222.542665 \nL 273.544232 221.142543 \nL 273.878513 215.336935 \nL 274.212795 193.430065 \nL 274.547077 186.803694 \nL 275.549923 186.103633 \nL 275.884205 198.692527 \nL 276.218486 187.757222 \nL 276.552768 190.316039 \nL 276.88705 194.709462 \nL 278.224178 187.177863 \nL 278.558459 186.284675 \nL 278.892741 186.803694 \nL 279.227023 184.679385 \nL 280.229869 181.118765 \nL 280.564151 180.660107 \nL 280.898432 170.183436 \nL 281.232714 170.40069 \nL 281.566996 172.150831 \nL 282.569842 167.82981 \nL 282.904124 171.764599 \nL 283.238406 171.619748 \nL 283.572687 169.133357 \nL 283.906969 176.628766 \nL 284.909815 186.864034 \nL 285.244097 189.012469 \nL 285.578379 186.900246 \nL 285.91266 197.18379 \nL 286.246942 187.90205 \nL 287.249788 189.615978 \nL 287.58407 195.276758 \nL 287.918352 206.743169 \nL 288.586915 220.34593 \nL 289.589761 226.513644 \nL 289.924043 222.084007 \nL 290.258325 224.944567 \nL 290.926888 212.717756 \nL 291.929734 211.402146 \nL 292.264016 229.59148 \nL 292.598298 233.140015 \nL 292.93258 231.17262 \nL 293.266861 234.347009 \nL 294.269707 226.899898 \nL 294.603989 232.826208 \nL 294.938271 229.675969 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254.490165 169.858018 \nL 254.824447 163.53352 \nL 255.158729 161.250666 \nL 255.493011 149.338514 \nL 256.830138 148.49258 \nL 257.498702 175.313941 \nL 257.832984 176.011209 \nL 258.167266 173.323869 \nL 259.170111 169.689333 \nL 259.504393 166.684054 \nL 259.838675 167.872782 \nL 260.172957 165.436799 \nL 260.507239 154.600506 \nL 261.510084 146.633221 \nL 261.844366 164.124835 \nL 262.178648 168.962854 \nL 262.51293 163.602457 \nL 262.847212 166.971797 \nL 263.850057 180.730946 \nL 264.184339 167.685216 \nL 264.518621 164.86306 \nL 264.852903 165.305119 \nL 265.187185 164.874052 \nL 266.190031 173.514827 \nL 266.524312 164.71842 \nL 266.858594 171.38177 \nL 267.192876 189.036177 \nL 267.527158 194.613657 \nL 268.530004 195.059821 \nL 268.864285 200.818976 \nL 269.198567 198.641639 \nL 269.532849 194.611401 \nL 269.867131 193.134661 \nL 271.204258 172.63453 \nL 271.53854 178.332102 \nL 272.207104 208.783794 \nL 273.20995 221.937507 \nL 273.544232 221.746127 \nL 273.878513 210.814788 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232.180443 \nL 294.938271 230.279919 \nL 295.272553 230.680093 \nL 295.606834 236.348051 \nL 296.60968 229.277298 \nL 296.943962 220.700246 \nL 297.278244 209.245613 \nL 297.612526 206.369815 \nL 297.946808 206.864938 \nL 298.949653 215.34903 \nL 299.283935 224.802209 \nL 299.618217 224.462517 \nL 299.952499 229.09519 \nL 300.286781 237.243443 \nL 301.289626 228.64721 \nL 301.623908 227.81736 \nL 301.95819 220.970713 \nL 302.292472 218.400842 \nL 302.626754 221.769489 \nL 303.629599 224.49746 \nL 303.963881 222.689308 \nL 304.298163 210.144922 \nL 304.966727 207.771164 \nL 305.969572 208.191861 \nL 306.303854 201.034863 \nL 306.638136 202.930481 \nL 306.972418 206.438621 \nL 307.3067 208.046046 \nL 308.309545 207.139037 \nL 308.643827 213.672306 \nL 308.978109 215.118969 \nL 309.312391 215.53819 \nL 309.646673 224.173746 \nL 310.649518 223.49451 \nL 311.318082 204.283913 \nL 311.652364 204.415051 \nL 311.986646 209.156548 \nL 312.989491 205.416467 \nL 313.323773 208.70288 \nL 315.329464 209.772383 \nL 315.663746 201.036026 \nL 315.998028 198.739287 \nL 316.33231 197.628808 \nL 317.669437 216.45866 \nL 318.003719 217.643451 \nL 318.672283 226.849187 \nL 319.006565 232.642931 \nL 320.00941 235.239979 \nL 320.343692 233.889696 \nL 320.677974 236.939853 \nL 321.012256 238.460114 \nL 321.346538 238.692634 \nL 322.683665 240.222422 \nL 323.017947 246.285876 \nL 323.352229 245.957969 \nL 323.686511 242.845636 \nL 324.689357 249.08366 \nL 325.35792 257.908943 \nL 325.692202 258.352743 \nL 326.026484 255.337938 \nL 327.02933 248.408533 \nL 327.363611 266.707501 \nL 327.697893 275.359244 \nL 328.032175 275.695707 \nL 328.366457 289.856614 \nL 329.369303 307.490188 \nL 329.703585 308.385455 \nL 330.037866 312.466395 \nL 330.372148 305.704199 \nL 330.70643 303.811967 \nL 332.043558 298.822379 \nL 332.377839 283.726941 \nL 333.046403 286.262222 \nL 334.049249 271.58249 \nL 334.383531 273.431445 \nL 334.717812 269.248016 \nL 335.052094 261.091747 \nL 335.386376 256.374415 \nL 336.389222 255.66057 \nL 336.723504 261.192113 \nL 337.057785 259.444009 \nL 337.726349 243.459204 \nL 338.729195 239.537009 \nL 339.063477 241.575026 \nL 339.397759 240.292017 \nL 340.066322 236.869735 \nL 341.737732 219.452955 \nL 342.406295 206.403361 \nL 343.409141 198.461989 \nL 343.743423 206.424578 \nL 344.077705 217.459793 \nL 344.411986 212.428025 \nL 345.749114 208.192031 \nL 346.083396 209.553252 \nL 346.417678 212.238581 \nL 346.75196 209.990776 \nL 347.086241 199.34445 \nL 348.089087 189.207239 \nL 348.757651 168.982745 \nL 349.091933 175.677348 \nL 349.426214 185.488077 \nL 350.42906 185.670183 \nL 350.763342 186.995414 \nL 351.097624 183.608497 \nL 351.766187 180.127875 \nL 352.769033 180.890326 \nL 353.103315 187.538958 \nL 353.437597 189.154443 \nL 353.771879 186.43003 \nL 354.106161 181.043647 \nL 355.109006 182.168683 \nL 355.443288 181.05625 \nL 355.77757 182.001925 \nL 356.446134 195.515989 \nL 357.448979 195.470754 \nL 357.783261 205.703222 \nL 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419.291124 259.896197 \nL 419.625406 257.315386 \nL 420.628251 252.908757 \nL 420.962533 252.031714 \nL 421.631097 262.399965 \nL 421.965379 259.728635 \nL 422.968224 267.103689 \nL 423.302506 265.508567 \nL 423.636788 261.780139 \nL 423.97107 259.611846 \nL 424.305352 262.796475 \nL 425.308197 264.606021 \nL 425.642479 255.370883 \nL 425.976761 254.203426 \nL 426.645325 248.758365 \nL 427.64817 250.606594 \nL 427.982452 257.303195 \nL 428.316734 260.624255 \nL 428.651016 266.585775 \nL 428.985298 268.28866 \nL 429.988143 261.85355 \nL 430.322425 261.795515 \nL 430.656707 256.774452 \nL 430.990989 254.020058 \nL 431.325271 255.363213 \nL 432.328116 253.849912 \nL 432.662398 247.627511 \nL 432.99668 247.505398 \nL 433.330962 247.636112 \nL 433.665244 242.918039 \nL 434.66809 241.418565 \nL 435.002371 235.314166 \nL 435.336653 235.419464 \nL 435.670935 235.720894 \nL 436.005217 228.873727 \nL 437.342344 221.141084 \nL 437.676626 222.094142 \nL 438.010908 226.999087 \nL 438.34519 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#Convert to 1d Vector\n",
    "dates = np.reshape(dates, (len(dates), 1))\n",
    "prices = np.reshape(prices, (len(prices), 1))\n",
    "\n",
    "svr_rbf = SVR(kernel= 'rbf', C= 1e3, gamma= 0.1)\n",
    "svr_rbf.fit(dates, prices)\n",
    "\n",
    "plt.figure(figsize = (12,6))\n",
    "plt.plot(dates, prices, color= 'black', label= 'Data')\n",
    "plt.plot(org_dates, svr_rbf.predict(dates), color= 'red', label= 'RBF model') \n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Price')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ]
}